Associate Professor in Statistics and Data Analysis at the
Faculty of Economics (Group of Mathematics and Information Systems) of the University
of Porto.
Member of the Laboratory in Artificial Intelligence and Decision Support (LIADD
– INESC TEC) of the University of
Porto.
Multivariate data analysis,
in particular clustering methods.
Analysis of multidimensional
complex data, known as symbolic data.
Data Analysis using Galois
Lattices.
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E-mail : mpbrito
at fep.up.pt
Surface mail : Faculdade de
Economia do Porto, Rua Dr. Roberto Frias, 4200-464 Porto, Portugal
Fax : (+351) 225505050
Linkedin :
http://www.linkedin.com/pub/paula-brito/40/970/a97/en
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1984 - BSc in Applied Mathematics, University of Porto,
Portugal.
1989 - Master in Probability and Statistics, University of
Lisbon, Portugal.
1991 - PhD in Mathematics, University Paris-IX Dauphine,
France.
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Duarte Silva,
A.P., Filzmoser, P., Brito, P. “Outlier
Detection in Interval Data”. Advances in Data Analysis and Classification.
Accepted.
Tavares, A.H., Raymaekers, J., Rousseeuw, P., Silva, R.M., Bastos, C.A.C.,
Pinho, A., Brito, P., and Afreixo, V. “Comparing
reverse complementary genomic words based on their distance distributions and
frequencies”. Interdisciplinary Sciences: Computational Life Sciences.
Accepted.
Dias, S., Brito,
P. (2017). “Off the beaten track: a new linear model for interval
data”. European Journal of Operational Research, Volume 258, Issue 3,
1118-1130.DOI: 10.1016/j.ejor.2016.09.006.
Hron, K., Brito, P., Filzmoser, P. (2017). “Exploratory data analysis for
interval compositional data”. Advances in Data Analysis and Classification,
Volume 11, Issue 2, pp 223-241. DOI: 10.1007/s11634-016-0245-y.
Duarte
Silva A.P., Brito, P. (2015). “Discriminant Analysis of Interval Data: An
Assessment of Parametric and Distance-Based Approaches”. Journal of Classification,
Volume 32, Issue 3, 516-541. DOI:10.1007/s00357-015-9189-8
Teles, P.,
Brito, P. (2015). “Modelling Interval Time Series with Space-Time
Processes”. Communications in Statistics: Theory and Methods, Vol. 44,
Issue 17. DOI: 10.1080/03610926.2013.782200
Dias, S., Brito,
P. (2015). “Linear Regression Model with Histogram-Valued
Variables”. Statistical Analysis and Data Mining, vol. 8, issue 2,
75-113. DOI: 10.1002/sam.11260.
Brito, P.,
Duarte Silva A.P., Dias, J.G. (2015): “Probabilistic Clustering of
Interval Data”. Intelligent Data Analysis, vol. 19, no. 2. DOI:
10.3233/IDA-150718.
Brito, P. (2014): “Symbolic Data Analysis: another look at the interaction of Data Mining and
Statistics”. WIREs Data Mining and Knowledge Discovery, Volume 4, Issue
4, July/August 2014, 281–295. DOI: 10.1002/widm.1133.
Brito, P.,
Duarte Silva, A. P. (2012): "Modelling Interval Data with Normal and
Skew-Normal Distributions”. Journal of Applied Statistics, Volume 39,
Issue 1, 3-20.
Brito, P. and Polaillon, G. (2012): "Classification Conceptuelle avec Généralisation
par Intervalles [Conceptual
clustering with generalization by intervals]". Revue des
Nouvelles Technologies de l'Information E.23, 35-40.
Noirhomme-Fraiture, M., Brito, P. (2011): "Far Beyond the Classical
Data Models: Symbolic Data Analysis”. Statistical Analysis and Data Mining, Volume 4, Issue 2,
157-170.
Santos, L. D.,
Martins, I., Brito, P. (2007): "Measuring Subjective Quality of Life: a Survey to Porto's Residents". Applied Research in
Quality of Life, Vol. 2, Nb. 1, 51-64.
Duarte Silva, A.
P. , Brito, P. (2006). "Linear Discriminant Analysis for Interval
Data". Computational Statistics, 21, 2, 289-308.
De
Carvalho, F., Brito, P., Bock, H.-H. (2006). "Dynamic Clustering for Interval
Data Based on L2
Distance". Computational Statistics, 21, 2, 231-250.
Silva, H. B.,
Brito, P., Costa, J. (2006) . "A Partitional Clustering Algorithm
Validated by a Clustering Tendency Index based on Graph Theory", Pattern
Recognition, 39 (5), 776-788.
Brito, P., Polaillon, G. (2005). "Structuring Probabilistic Data
by Galois Lattices", Mathématiques et
Sciences Humaines - Mathematics and Social Sciences,
(43ème année) nº169, (1), 77-104.
Brito, P.
(2002). "Hierarchical and Pyramidal Clustering for Symbolic Data",
Journal of the Japanese Society of Computational Statistics, Vol. 15, 2,
231-244.
Rodriguez, O., Brito, P., Diday, E. (2001). "Algoritmos para la Classificación Piramidal Simbólica",
Revista de Matemática: Teoría y Aplicaciones ,
Vol. 7, 1/2, 23-42.
Brito, P.
(1995). "Symbolic Objects : Order Structure and
Pyramidal Clustering", Annals of Operations Research, 55, 277-297.
Brito, P.
(1994). "Order Structure of Symbolic Assertion Objects", IEEE
Transactions on Knowledge and Data Engineering, Vol. 6, 5, 830-835.
Brito, P., Chabanon, C. (1994). "Analyse de
Données Numérique et Symbolique appliquée au confort
automobile", Revue de Statistique Appliquée, Vol. XLII, 4, 39-59.
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Astorino, A., Bomze, I.
M., Brito, P. and Gaudioso, M. (2012):
“Two-Sphere Separation Procedures via Non-Smooth Optimization”. In: “Recent Advances in
Nonlinear Optimization and Equilibrium Problems: a
Tribute to Marco D’Apuzzo”, De Simone,
V., di Serafino, D. and Toraldo, G. (Eds.), Quaderni di Matematica, Dipartimento di Matematica della Seconda Universita'
di Napoli, vol. 27, Aracne, ISBN 978-88-548-5687-5.
Brito, P. and Polaillon, G. (2011): "Homogeneity and Stability in
Conceptual Analysis". In: Proc. of the 8th International Conference on
Concept Lattices and Their Applications, Nancy, France, Napoli, A and Vychodil, V. (Eds.), INRIA, Nancy, 251-263.
Brito, P.
(2007): "Modelling and Analysing Interval Data". In: "Advances
in Data Analysis", Decker, R., Lenz, H.-J. (Eds.), Series "Studies in
Classification, Data Analysis and Knowledge Organization", Springer, Berlin,
Heidelberg, New-York, 197-208.
Brito, P. (2007)
- On the Analysis of Symbolic Data. In: "Selected Contributions in Data
Analysis and Classification", Brito, P., Bertrand, P., Cucumel,
G., De Carvalho, F. (Eds.), Springer, Heidelberg, pp.13-22.
Campos, P.,
Brazdil, P., Brito, P. (2006): "Organizational Survival in Cooperation
Networks: The Case of Automobile Manufacturing". In: Proceedings of the 7th Working
Conference on Virtual Enterprises, Volume 224, page 77-84.
Brito, P., De
Carvalho, F. (2002): "Symbolic Clustering of Constrained Probabilistic
Data". In: "Exploratory Data Analysis in Empirical Research",
Opitz, O., Schvaiger, M., (Eds.), Series
"Studies in Classification, Data Analysis and Knowledge
Organization", Springer Verlag, Heidelberg, 12-21.
Brito, P.
(2000): "Hierarchical and Pyramidal Clustering with Complete Symbolic
Objects". In: "Analysis of Symbolic Data", Bock, H.-H., Diday,
E., (Eds.), Springer Verlag, Berlin-Heidelberg, 312-324.
Brito, P.
(1998): "Symbolic Clustering of Probabilistic Data". In:
"Advances in Data Science and Classification", Rizzi,
A., Vichi, M., Bock, H.-H. (Eds.), Springer-Verlag, Berlin-Heidelberg, 385-390.
Brito, P.
(1994): "Use of Pyramids in Symbolic Data Analysis". In: "New
Approaches in Classification and Data Analysis", Diday, E. et al. (Eds.),
Springer-Verlag, Berlin-Heidelberg, 378-386.
Costa Nicolau, F., Brito, P.(1989): "Improvements in NHMEAN
Method". In:
"Data Analysis, Learning Symbolic and Numerical Knowledge", Diday, E.
(Ed.), Nova Science Publishers Inc., New York, 109-116.
Diday, E.,
Brito, P.(1989): "Symbolic Cluster
Analysis". In: "Conceptual and Numerical Analysis of Data",
Opitz, O. (Ed.). Springer Verlag, Berlin-Heidelberg, 45-84.
Brito, P.,
Diday, E. (1989): "Pyramidal Representation of Symbolic Objects". In:
"Knowledge, Data and Computer-Assisted Decisions", Schader, M., Gaul, W. (Eds.), NATO ASI Series, Springer
Verlag, Berlin-Heidelberg-New York, 3-16.
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Brito, P. (2008): "COMPSTAT: Proceedings in Computational Statistics" - 18th Symposium Held in
Porto, Portugal (ISBN: 978-3-7908-2083-6), with CD-ROM. Springer,
Heidelberg, 574 pages.
Brito, P.,
Bertrand, P., Cucumel, G., De Carvalho, F. (2007):
"Selected Contributions in Data Analysis and Classification" (ISBN:
978-3-540-73558-8). Series "Studies in Classification, Data Analysis and
Knowledge Organization". Springer, Heidelberg, 634 pages.
Brito,
P., Figueiredo, A., Sousa, F., Teles, P., Rosado, F. (2003): "Literacia e
Estatística" (ISBN: 972-98619-8-6). Proc. of
the X Congresso da Sociedade Portuguesa de
Estatística, SPE Editions, Portugal, 702 pages.
Diday, E., Kodratoff, Y., Brito, P., Moulet, M. (2000) : "Induction Symbolique-Numérique à Partir de Données" (ISBN: 2.85428.502.6). Cepadues Editions, Toulouse, France, 446 pages.
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Brito, P., Noirhomme-Fraiture, M. , Arroyo, J. (2015): "Symbolic Data Analysis".
Special Issue of "Advances in Data Analysis and Classification",
Volume 9, Issue 1.
Brito, P., Noirhomme-Fraiture, M. (2006):
"Symbolic and Spatial Data Analysis: Mining Complex Data Structures".
Special Issue
of "Intelligent Data Analysis", Volume 10, Number 4.
Brito, P.,
Malerba, D. (2003): "Mining Official Data". Special Issue of
"Intelligent Data Analysis", Volume 7, Number 6.
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Tavares,
A., Rodrigues, J., Bastos, C., Pinho, A., Ferreira, P., Brito, P., Afreixo, V.
(2016). Detection of exceptional genomic words: a comparison
between species. In : Proc. 22nd International
Conference on Computational Statistics - COMPSTAT 2016, Oviedo, Spain.
Giordano,G., and Brito, P. (2014),
"Social Networks as Symbolic Data". In: Analysis and Modeling
of Complex Data in Behavioral and Social Sciences, D.
Vicari, A. Okada, G. Ragozini,
and C. Weihs, (Eds.), Springer.
Brito,
P, Duarte Silva, A.P. and Dias, J.G. (2013). "Identifying Special
Structures in Interval-Data via Model-Based Clustering". Proceedings of
the 59th ISI World Statistics Congress, Hong Kong.
Brito,
P, Duarte Silva, A.P. and Dias, J.G. (2013). "Multivariate
Parametric Analysis of Interval Data". In: “Advances in Latent
Variables” (Electronic Book), Proc. SIS 2013 Statistical Conference on
Advances in Latent Variables - Methods, Models and Applications; Brentari E., Carpita M., Vita e Pensiero (Eds.), Milan, Italy, ISBN 978 88 343 2556 8.
Brito, P. and Chavent, M. (2012): "Divisive Monothetic Clustering
for Interval and Histogram-Valued Data". In: Proc. ICPRAM 2012 – 1st
International Conference on Pattern Recognition Applications and Methods, Vilamoura, Portugal.
Polaillon, G. and Brito, P. (2011): "Homogénéité dans l'Analyse
Conceptuelle: un Cadre Commun pour Variables Numériques, Ordinales et
Modales". In : Compte rendus des 18èmes Rencontres de la
Société Francophone de Classification, SFC 2011, Orléans,
France.
Dias, S., Brito,
P. (2011). "A New Linear Regression Model for Histogram-Valued
Variables". In: Proceedings of the 58th ISI World Statistics Congress,
Dublin, Ireland.
Silva, H. B., Brito, P., Costa, J. (2007):
"Classification avec des Multigraphes. Application à la
classification de données décrites par des variables de
différents types". In : Compte rendus des 14èmes
Rencontres de la Société Francophone de Classification, Hudry, O., Charon, I., Hébrail, G. (Eds.), Paris, France, 35-38.
Teles,
P., Brito, P. (2005): "Modeling Interval Time
Series Data”. Proc. 3rd IASC World Conference on Computational Statistics
& Data Analysis, Limassol, Chyprus.
Brito, P., Sousa, F., Tavares Pinto, S. (2005):
"Modèles VL en Classification Non-Hiérarchique".
In : Compte rendus des 12èmes Rencontres de la
Société Francophone de Classification, Makarenkov,
V., Cucumel, G., Lapointe, J.-F. (Eds.),
Montréal, Canadá, 88-91.
Brito, P., De Carvalho, F., Polaillon, G. (2004): "Analyse de données probabilistes: Treillis
de concepts et classification". Compte rendus des
11èmes Rencontres de la Société Francophone de
Classification, Bordeaux, France.
De Carvalho, F., Brito, P., Bock, H.-H. (2003):
"Une Méthode type Nuées Dynamiques pour des Données
Symboliques Quantitatives". In:
"Méthodes et Perspectives en Classification", Compte rendus
des 10èmes Rencontres de la Société Francophone de
Classification, Dodge, Y., Melfi, G. (Eds.), Presses
Académiques Neuchâtel, Switzerland,
79-82.
Santos,
L. Delfim, Martins, I., Brito, P. (2003): "A Qualidade de Vida na Cidade
do Porto: Percepções e
Aspirações". In: Proc. X Encontro Nacional da
Associação Portuguesa para o Desenvolvimento Regional,
Évora, Portugal.
Silva,
H., Brito, P., Costa, J. (2003): "Um Método de
Classificação não Hierárquica Validado por um
Índice de Classificabilidade, Baseados em Teoria de Grafos". In : Proc. X Jornadas de Classificação e
Análise de Dados, JOCLAD 2003, Aveiro, Portugal, 149-154.
Marcelo, C.,
Brito, P. (2003): "Symbolic Data Analysis for Official Statistics. The SODAS Software". In : Proc. X Jornadas de
Classificação e Análise de Dados, JOCLAD 2003, Aveiro,
Portugal, 182-188.
Brito, P.,
Malerba, D. (2000): "Symbolic Data Analysis and Machine Learning
: Bridging the Gap". Long Abstract, Proc. Workshop "Dealing
with Structured Data in Machine Learning and Statistics", European
Conference on Machine Learning (ECML-2000), Barcelona, 30-32.
Brito, P., De
Carvalho, F. (1999): "Symbolic Clustering in the Presence of Hierarchical
Rules". In: Proc. of KESDA’98 - Conference on Knowledge Extraction
and Symbolic Data Analysis, Volume in Series "Studies and Research",
Eurostat, European Commission, Luxembourg, 119-128.
Brito, P.
(1997): "Symbolic Pyramidal Clustering". In: Proc. of the Indo-French
Workshop on Symbolic Data Analysis and its Applications, Diday, E., Gowda, K.
C. (Eds.), Paris, France, Vol. II, 304-310.
Diday, E., Brito, P. (1996): "Pyramides et
Treillis d’Objets Probabilistes Basés sur des
Capacités". In: Proc. des
XXVIII Journées de Statistique, Université de Laval,
Québec, Canada, Genest, C., Massé, J. C. (Eds.),
316-319.
Brito, P., Chabanon, C. (1994) :
"Analyse de Données Numérique et Symbolique Appliquée
au Confort Automobile". In: Actes des XXVI
Journées de Statistique de l´ASU, Neuchâtel, Switzerland, Dodge, Y. (Ed.), 157-160.
Diday, E.,
Brito, P., Mfoumoune, E. (1993): "Modelling
Probabilistic Data by Conceptual Pyramidal Clustering". Proc. 4th
International Workshop on Artificial Intelligence and Statistics, Fort
Lauderdale, USA, 213-218.
Brito, P., Mennessier, M. O., Boughaleb, H.
(1992): "Comparing Numerical and Symbolic Clustering: Application to Pseudoperiodic Light Curves of Stars". Proc. 10th
Symposium on Computational Statistics (COMPSTAT), Neuchâtel, Switzerland,
Dodge, Y., Whittaker, J. (Eds.). Vol. 1, 215-220.
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Rocha, C., Jorge, A.M., Oliveira, M., Brito, P., Gama, J., Pimenta, C. (2014). “From Entity
Extraction to Network Analysis: a Method and an
Application to a Portuguese Textual Source”. Working Paper # 32, Edições Húmus & OBEGEF
- Observatório de Economia e Gestão de Fraude, Porto, Portugal.
Correia,
S., Brito, P., Brandão, E. (2014). “Corporate Debt Maturity: An
International Comparison of Firm Debt Maturity Choices”. Report number: 544, Faculdade de
Economia, Universidade do Porto, Portugal.
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Santos
Silva, A. ; Brito, P. ; Santos, H. ; Abreu, P. (2001):
"As Práticas e os Gostos: Uma Sondagem do Lado das Procuras de
Cultura e Lazer". In:, “O Projecto e a Circunstância”, Santos Silva, A.,
Fortuna, C. (Eds.), Vol. VII, editado no âmbito do projecto
"A sociedade portuguesa perante os desafios da
globalização", coord. Boaventura
Sousa Santos, Afrontamento, Porto, 109-162.
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Ø Duarte
Silva, A.P.; Brito, P. MAINT.Data: Modeling and
Analyzing Interval data. R Package, available at CRAN.
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Ø
Brito, P. " Taking
Variability in Data into Account: Symbolic Data Analysis". CoDA Summer School, University of Girona, Spain, July 2014.
Ø
Brito, P., Chavent,
M. " Divisive
Monothetic Clustering for Interval and Histogram-Valued Data". Journée
en hommage à Yves Lechevallier “Stratégies de
Classification Non-Supervisées", IHP, Paris, April 2nd
2014
Ø
Brito, P. "Multivariate
Analysis of Distributional Data". Joint Meeting of the IASC Satellite
Conference for the 59th ISI WSC and the 8th Conference of the Asian Regional
Section of the IASC, Seoul, South Korea, August 2013.
Ø Brito,
P. “Taking Variability in Data into Account: Symbolic Data
Analysis”. Complex World Tutorials, TU Delft, 21st June 2012.
Ø Brito, P.
“ Au delà des résumés d'observations individuelles: analyse de distributions”. Workshop
in honour of Monique Noirhomme-Fraiture, Namur, Belgium, May 16th 2012.
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Ø Brito, P., Filzmoser, P., Hron, K. “Statistical analysis of interval compositional data.” 7th International Conference of the ERCIM WG on Computational and Methodological Statistics (ERCIM 2014), University of Pisa, Italy, December 6th-8th 2014.
Ø Brito, P., “The Symbolic Approach for Survey Analysis: From Micro-Data to Macro-Data”. Conference of European Statistics Stakeholders. ROME, Sapienza University, Dpt. of Statistical Sciences, November 24th-25th 2014.
Ø Brito, P.,
De Carvalho, F.A.T. “ Classification
hiérarchique de données distributionnelles contraintes”.
XXIème Rencontre de la Société Francophone de
Classification, Rabat-Maroc, September 10th-12th
2014.
Ø
Noirhomme-Fraiture,
M., Brito, P., Amouh, T. “Deux visualisations
de quantiles pour des données symboliques”. XXIème
Rencontre de la Société Francophone de Classification,
Rabat-Maroc, September 10th-12th
2014.
Ø
Filzmoser,
P., Brito, P., Duarte Silva, A.P. “Outlier Detection in Interval
Data”. 21st International Conference on Computational
Statistics – COMPSTAT 2014, Geneva, Switzerland, August 19th-22nd
2014.
Ø
Brito, P., Ichino,
M. “The Data Accumulation Graph (DAG): Visualization of High Dimensional
Complex Data”. 21st International Conference on Computational
Statistics – COMPSTAT 2014, Geneva, Switzerland, August 19th-22nd
2014.
Ø
Brito, P. “Multivariate
Analysis of Distributional Data”. Joint Statistical Meetings (JSM 2014),
Boston, USA, August 2nd-7th 2014.
Ø
Brito, P., Filzmoser,
P., Hron, K. “Exploratory data analysis for
interval compositional data.” 4th Workshop in Symbolic Data Analysis (SDA
2014). Academia Sinica, Taipei, Taiwan, June 14th-16th
2014.
Ø
Ichino,
M., Brito, P. “The Data Accumulation Graph (DAG) to Visualize
Multi-Dimensional Symbolic Data”. 4th Workshop in Symbolic Data Analysis
(SDA 2014). Academia Sinica, Taipei, Taiwan, June 14th-16th
2014.
Ø
Brito, P., “From Micro-Data
to Macro-Data: Symbolic Data Analysis”. European Conference on Quality in
Official Statistics (Q2014), Vienna, Austria, June 3rd-5th
2014.
Ø
Duarte Silva, A.P., Brito, P.
“Discriminant analysis of interval data: Parametric versus distance-based
approaches.” JOCLAD 2014, Lisbon, Portugal, April 10th-12th
2014.
Ø
Ichino,
M., Brito, P. “A hierarchical conceptual clustering based on the quantile
method for mixed data.” JOCLAD 2014, Lisbon, Portugal, April 10th-12th
2014.
Ø
Brito, P. Duarte Silva A.P., Dias,
J.G. “Identifying Special Structures in Interval-Data via Model-Base
Clustering”. 59th ISI World Statistics Congress, Hong Kong,
August 25th-30th 2013.
Ø
Brito, P. “Multivariate
Analysis of Distributional Data”. Joint Meeting of IASC Satellite and
IASC-ARS, Seoul, Korea, August 22nd-23rd 2013.
Ø
Brito, P. and Polaillon,
G. “Conceptual Clustering with Interval Representation“.
IFCS 2013, Tilburg, The Netherlands, July 15th-17th 2013.
Ø
Brito, P. Duarte Silva A.P., Dias, J.G.
“Multivariate Parametric Analysis of Interval Data”. SIS
2013 International Meeting, Brescia, Italy, June 19th-21st
2013.
Ø
Giordano, G., Brito, P. “Analysing Network Data with Symbolic Data Analysis”. JOCLAD 2013, XX
Jornadas de Classificação e Análise de Dados.
Guimarães, Portugal, April 11th-13th,
2013.
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Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. Department of
Applied Mathematics, National Dong Hwa University, Hualien, Taiwan, June 18th
2014
Ø Brito, P.
“Multivariate Analysis of Distributional Data”. LIAAD – INESC
TEC, University of Porto, March 26th 2014.
Ø Brito, P. “Conceptual
Clustering of Symbolic Data Using a Quantile Representation”. Institute
of Statistical Mathematics (ISM), Tokyo, Japan, March 4th 2014.
Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. Dep.
Mathematics, University of Aveiro, February 19th 2014.
Ø Brito, P. “Conceptual
Clustering of Symbolic Data Using a Quantile Representation: Discrete and
Continuous Approaches”. Palacký University Olomouc,
December 13th 2013.
Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. TH Wien, May 8th
2013.
Ø Brito,
P. “Representation and Analysis of Multivariate Distributional Data: an Approach by Symbolic Data Analysis”. Palacký University Olomouc,
May 6th 2013.
Ø Brito, P. “Symbolic
Data Analysis in Survey Studiess., Instituto Superior
de Psicologia Aplicada
(ISPA), Lisbon, April 8th 2013.
Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. Dep.
Mathematics, Instituto Superior Técnico, Technical University of Lisbon,
April 5th 2013.
Ø Brito, P. “Taking
Variability in Data into Account: Symbolic Data Analysis”. DEI Lecture
Series, Fac. Engineering, University of Porto. Thursday, March 21st
2013.
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·
Helena Cristina Mendes Brás Silva.
PhD
in Applied Mathematics, Faculty of Sciences, University of Porto, 2005.
Title: “Métodos de Validação em Análise Classificatória”
(“Validation Methods
in Clustering Analysis”).
(Co-supervised
by : Joaquim Pinto da Costa, Faculty of Sciences,
University of Porto).
·
Pedro José Ramos Moreira de Campos.
PhD in Managerial Sciences, Faculdade de
Economia, Universidade do Porto, 2008.
Title: “Análise de Fenómenos Evolutivos em Demografia das
Empresas com Recurso a Decomposição e Simulação Multi-Agente" (“Analysis
of Evolving Phenomena in Companies’ Demography using Decomposition and Multi-Agent Simulation”).
(Co-supervised
with : Pavel Brazdil, Faculty Economics, University of
Porto).
·
Sónia Manuela Mendes Dias
PhD
in Applied Mathematics, University of Porto, 2014.
Title:
“Liner Regression with Empirical Distributions”.
·
Paula Maria das Dores Cheira
PhD
in Applied Mathematics, University of Porto.
Title: “Análise Fatorial de dados de tipo Intervalar e
Histograma” (“Factorial Analysis of Interval
and Histogram Data”).
(Co-supervised
by A.P. Duarte Silva, FEG, Portuguese Catholic University at Porto)
Ongoing.
·
Cristina Isabel Raimundo Lucas
PhD
in Applied Mathematics, University of Porto.
Title: “Classificação Conceptual de Dados Simbólicos
em Redes Sociais baseada em Reticulados de Galois”
(“Conceptual Clsutering of
Symbolic Data in Social Networks, based
on Galois Lattices”).
Ongoing.
·
Hélder Fernando Cerqueira Alves
PhD
in Applied Mathematics, University of Porto.
Title:
“Blockmodeling: New developments and application to social
networks”.
(Co-supervised
by P. Campos, FEP University of Porto)
Ongoing.
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·
Sara Lúcia Ferreira Tavares
Master in
Applied Statistics and Modelling and, Faculty of Engineering, University of
Porto, 2005.
Title: “Modelos Probabilísticos em Classificação
Não-Hierárquica”.
(Co-supervised by : Fernanda Sousa, Faculdade of
Engineering, University of Porto).
·
Isabel Maria da Silva Machado
Master in Science,
Innovation and Technlogy Managment,
Departament of Economics, Management and Industrial
Engineering, University of Aveiro, 2005.
Title: “As Tecnologias da Informação como Factor de Inovação no Acesso à
Informação Estatística”.
(Co-supervised by : Carlos Ferreira, Departament
of Economics, Management and Industrial Engineering, University of Aveiro).
·
Vera Maria Fernández de Campos
Master in Statistics and Information Management,Instituto
Superior de Estatística e Gestão da Informação, New
University of Lisbon, 2008.
Title: “Análise Simbólica de Dados e a sua
aplicação na extracção de
Informação de Estatísticas Oficiais: análise do
Inquérito da Ocupação do Tempo."
·
Marta Alexandra Dias Afonso
Master in
Statistics, Faculty of Sciences, University of Porto, 2008.
Title:Classificação Aplicada à
Segmentação de Imagem."
(Co-supervised by : Helena Brás Silva, ISEP, Instituto
Politécnico do Porto).
·
José Manuel Costa Couto
Master in
Quantitative Methods in Economics and Management, Faculty of Economics,
University of Porto, 2012.
Title: “Múltiplos de mercado – um estudo
empírico”
(Co-supervised
by: António Melo Cerqueira, Faculty of
Economics, University of Porto).
·
Tiago Filipe Pacheco Pereira
Master in Data
Analysis and Decision Support Systems, Faculty of Economics, University of
Porto, 2013.
Title: “Redes Sociais e Classificação Conceptual: Abordagem
Complementar para um Sistema de Recomendação de Co-autorias”.
·
Caxemira Kekhasharú Tavaria Lemos
Master in
Marketing, Faculty of Economics, University of Porto, 2013
Title: “Rico Manto de Trapos - Nova Idade, Nova Fonte de Riqueza para o
Retalho”.
(Co-supervised
with Catarina Roseira, of Economics, University of
Porto).
·
Eduarda Maria Portela Guimarães de Sousa
Master in
Modeling, Data Analysis and Decision Support Systems, Faculty of Economics,
University of Porto, 2014.
Title: “Evolução de Redes Ponderadas e Conexas:
Análise de uma rede de preferências musicais”.
(Co-supervised
with Pedro Campos, Faculty of Economics, University of Porto).
·
Avelina Maria Moura Palhares Fernando
Master in
Modeling, Data Analysis and Decision Support Systems, Faculty of Economics,
University of Porto, 2014.
Title: “Análise Fatorial para Variáveis Ordinais”.
·
Dóris Daniela Ramos de Sá
Master in
Modeling, Data Analysis and Decision Support Systems, Faculty of Economics,
University of Porto, 2014.
Title: “Análise Classificatória Conceptual de Dados
Simbólicos. Uma abordagem com representação por
intervalos”.
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University teaching
(last 15 years)
·
Undergradute
level
Ø Undergradute course in Management
ü Statistics (one year course): from 1996/1997 to 2002/2003.
ü Probability and Statistics
(one semester course): in 2005-2006.
ü Mathematical Statistics (one
semester course): from 2004-2005 to 2007-2008.
ü Statistics I (one semester
course): 2008-2009,
2011-2012, 2014-2015.
ü Statistics II (one semester
course) : 2008-2009, 2009-2010, 2011-2012, 2012-2013.
·
Master Programs
Ø Master Program in Data
Analysis and Decision Support Systems
ü Data Analysis - since 1997-1998 to the present
Ø Master Progam
in Management Sciences
ü Data Analysis – from 1997-1998 to
2006-2007 (end of the Program)
Ø Master Progam
in Finance (pre-Bolonha)
ü Data Analysis – from 2005-2006,
to 2007-2008.
Ø Master Progam
in Finance (post-Bolonha)
ü Quantitative Methods –
2008-2009 to 2011-2012.
Ø Master Progam
in Marketing (pre-Bolonha)
ü Data Analysis - from 2005-2006, to 2007-2008.
Ø Master Progam
in Marketing (post-Bolonha)
ü Quantitative Methods –
2008-2009 to 2011-2012.
Ø Master Progam
in Accounting (pre-Bolonha)
ü Data Analysis – from 2005-2006 to
2007-2008.
·
PhD Programs
Ø Doctoral Programme in
Business and Management Studies
ü Multivariate Data Analysis
– since 2005-2006 to the present.
Ø Doctoral Programme Applied
Mathematics
ü Data Classification:
Methodology, Validation and Consensus: since 2008-2009 to the present.
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Short Courses (since 2000)
Ø “Taking Variability in Data into Account: Symbolic Data Analysis”. Università degli Studi di Salerno, Italy, April 2014.
Ø
“Análise de Dados Simbólicos”
(7 hours). CLAD Course Series. Lisbon, Portugal,
February 2013.
Ø
Course: “Hierarchical and
Pyramidal Clustering for Symbolic Data”, in the framework of the Course
on Knowledge Discovery and Interval Data Analysis, organized by the Consortium
Inter-Universities, "Nova Universitas",
Caserta, Italy, November 2006.
Ø
Courses in Statistique Approfondie at
Conservatoire National des Arts et Métiers (CNAM), Paris, France, during a sabbatical leave in 2004.
Ø
Participation, teaching,
in the “Curso de Análise
Simbólica de Dados. A
Aplicação Sodas 1.04”, organized by the Portuguese
Association for Classification and Data Analysis (CLAD) and Statistics Portugal, Porto, May 2002.
Ø
“Correspondence Analysis
with com SPAD” (9 hours), for the Portuguese Sociology Association,
Porto, February 2002.
Ø
Participation, teaching, in the
“First Finish Workshop on Symbolic Data Analysis”, organized by
Statistics Finland, STATFI, Helsinki, January 2002.
Ø
Participation, teaching, in the
Workshop “An Introduction to Symbolic Data Analysis and the Sodas
Software”, organized by Universidad Complutense
de Madrid, Madrid, November 2001.
Ø
Participation, teaching, in the
“Workshop on Symbolic Data Analysis”, organized by Bask Country
Statistics Institute, EUSTAT, Bilbao, September 2001.
Ø Participation,
teaching, in the European Course “Symbolic Data Analysis: A
Tool For Data Warehouse and Data Mining” organised
by TES INSTITUTE, LISE-CEREMADE (University Paris-IX Dauphine) and EUROSTAT,
University Paris-IX Dauphine, February 2000.
Ø Member
of the Scientific Board of the Master in Data Analysis and Decision Support Systems
(MADSAD), Faculty of Economics, University of Porto.
Ø Member
of the Scientific Board of the Master in Quantitative Methods in Economics and
Management, Faculty of Economics, University of Porto; Director (2008-2010).
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Ø
President of the International
Association for Statistical Computing (IASC); President-Elect (2011-2013);
Vice-President and Council member (2009-2011); Scientific Secretary
(2005-2007).
Ø
Member of the Board of Directors
of the European Regional Section of the International Association for
Statistical Computing (IASC-ERS) (2006-2010).
Ø
Vice-President of the Portuguese
Statistical Society (SPE) (2009-2011); member of the Board (2003-2008). Speech
delivered on the 1st World Statistics Day (in Portuguese).
Ø
Elected member of the
International Statistical Institute (ISI).
Ø
Ordinary member of the following
societies:
·
Portuguese Mathematical Society (SPM).
·
Portuguese Association for Classification and Data
Analysis (CLAD).
·
Portuguese Association for Artificial Intelligence (APPIA).
·
Francophone Classification Society (SFC).
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Ø
Associate Editor of "Computational
Statistics and Data Analysis" (ISSN: 0167-9473) (2006-2010).
Ø
Associate Editor of "Advances
in Data Analysis and Classification" (ISSN: 1862-5347).
Ø
Associate Editor of the "Journal
of Symbolic Data Analysis" (ISSN: 1723-5081).
Ø
Editorial committee of the Modulad Journal, "La revue Modulad".
Ø
Referee for
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Ø
Member of the pool of scientific
peer reviewers of the Scientific Board of the Spanish National Evaluation and
Foresight Agency (ANEP).
Ø
Member of the pool of scientific
peer reviewers of the Netherlands Organisation for
Scientific Research (NWO).
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Ø Co-organization,
with M. Noirhomme-Fraiture (Univ. Namur, Belgium), of
the Workshop “Symbolic Data Analysis, SDA11”, Namur, Belgium, June
2011. Organizers. Participants.
Ø Co-organization,
with M. Noirhomme-Fraiture (Univ. Namur, Belgium), of
the Workshop “Symbolic Data Analysis”, Wienerwaldhof,
Vienna, Austria, October 2009. Participants.
Ø Chair
of the Local Organizing Committee of the COMPSTAT 2008 Symposium, held in
Porto, Portugal, August 2008. (Some of the) organizers.
Ø Co-organization of the “Workshop on Data
Analysis and Classification”, in honor if Edwin Diday, Paris, France,
2007
Ø
Co-organization of the track on “Symbolic and Structured Data
Analysis” in the framework of the 3rd World Conference on Computational
Statistics and Data Analysis, Limassol, Cyprus, 2005.
Ø
Co-organization, with M. Noirhomme-Fraiture
(Univ. Namur, Belgium), of the Workshop “Symbolic and Structured Data
Analysis”, in the framework of the 15th European Conference on Machine
Learning (ECML 2004) and 8th European Conference on Principles and Practice of
Knowledge Discovery in Databases (PKDD'04), Pisa, Italy, 2004.
Ø
Chair of the Organizing Committee, and member of the Program Committee of
the 10th Conference of the Portuguese Statistical Society, Porto, 2002 (about
250 participants).
Ø
Co-organization, with D. Malerba (Univ. Bari, Italy), of the Workshop
“Mining Official Data”, in the framework of the 13th European
Conference on Machine Learning (ECML 2002) and 6th European Conference on
Principles and Practice of Knowledge Discovery in Databases (PKDD'02),
Helsinki, August, 2002.
Ø
Co-organization, with R. Verde (II Univ. Naples, Italy) and F. De
Carvalho (Univ. Fed. Pernambuco, Brazil), of the Workshop “Symbolic Data
Analysis”, in the framework of the 8th Conference of the International
Federation of the Classification Societies, IFCS-2002, Krakow, July 2002.
Ø
Co-organization, with J. Costa (Univ. Porto) and D. Malerba (Univ. Bari,
Italy), of the Workshop “Dealing with Structured Data in Machine Learning
and Statistics”, in the framework of the European Conference on Machine
Learning, ECML-2000, Barcelone, May 2000.
Ø
Chair of the Organizing Committee of the 5th Meeting of the Portuguese
Association for Classification and Data Analysis, Porto, 1997 (about 120
participants).
Ø Program Committee of the following
international conferences and workshops:
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